{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\anaconda3\\lib\\site-packages\\empyrical\\utils.py:32: UserWarning: Unable to import pandas_datareader. Suppressing import error and continuing. All data reading functionality will raise errors; but has been deprecated and will be removed in a later version.\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "import functools\n",
    "from typing import Callable, Dict, List, Tuple, Union\n",
    "\n",
    "import empyrical as ep\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from alphalens.tears import GridFigure\n",
    "from scr.activation_funcs import Exp, ReLU, identity, sign, tanh\n",
    "from scr.binary_operators import (\n",
    "    Corr,\n",
    "    get_x,\n",
    "    get_y,\n",
    "    operators_add,\n",
    "    operators_diff,\n",
    "    operators_max,\n",
    "    operators_min,\n",
    "    operators_multiple,\n",
    "    x_is_greater_than_y,\n",
    ")\n",
    "from scr.TC import Company, Trader\n",
    "from sklearn import mixture\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 该语句解决图像中的“-”负号的乱码问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 交易员\n",
    "\n",
    "\"交易员\"代表了一系列上述 Alpha 的叠加,定义如下:\n",
    "$$\\hat{r_{i}[t+1]}=\\sum^{M}_{j=1}w_{j}A_{j}(O_{j}(r_{P_{j}}[t-D_{j}],r_{Q_{j}}[t-F_{j}])) \\tag{Eq.1}$$\n",
    "\n",
    "其中：\n",
    "- M为交易员所拥有的Alpha数（或其参考的指标数）； \n",
    "- $W_{j}$为每一指标的权重； $A_{j}$为该项的激活函数，$A_{j}(x)$表达式可为 x, tanh(x), exp(x), sign(x), ReLU(x)等； \n",
    "- $O_{𝑗}$为二元操作符，$𝑂_{𝑗}(𝑥, 𝑦)$表达式可为 x+y, x-y, xy, x, y, max(x,y), min(x,y), x>y, x<y,Corr(x,y); \n",
    "- $𝑃_{𝑗}$、$𝑄_{𝑗}$为该项所参考的股票标识，$𝐷_{𝑗}$、$𝐹_{𝑗}$为相应的延迟参数。\n",
    "- $\\theta$代表上述一系列超参数。\n",
    "\n",
    "|参数|参数解释|取值|\n",
    "|--|--|--|\n",
    "|M|每位交易员表达式最大项数,见Eq.1|10|\n",
    "|$A_{j}(x)$|每一项的激活函数,见Eq.1|x, tanh(x), exp(x),sign(x), ReLU(x)|\n",
    "|$O_{j}(x)$|一项的二元操作符，见 Eq.1|x+y, x-y, xy, x, y, max(x,y), min(x,y), x>y, x<y,Corr(x,y)|\n",
    "|$P_{j}$,$Q_{j}$|为预测第j只股票下一期收益所参考的股票|参考股票池内的所有股票|\n",
    "|$F_{j}$,$D_{j}$|延迟参数,见Eq.1|整数𝑙~ 𝑚𝑎𝑥_𝑙𝑎𝑔 + 𝑙,即 1~10|\n",
    "|max_lag|数据延迟最大取值|10|\n",
    "|l|交易延迟量，即观察到数据后不可能立马进行交易，需要再等待𝑙时间|1|\n",
    "|N|一个投资公司所拥有的交易员数量|100|\n",
    "|Q|每次投资公司对排名靠后的 Q% 名交易员进行教育或淘汰|50%|\n",
    "|time_window|投资公司在教育或淘汰交易员时，参考 其过去 time_window时间段内的累积收益|100|"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 投资公司\n",
    "\n",
    "由于所有Alpha的超额收益均为短暂的，且没有交易员能长期持续跑赢市场，因此 参照现实市场引入“投资公司”这一角色。对于一家拥有N个交易员的投资公司，其最终形成的投资决策需要综合反应 N个交易员的观点。记第n个交易员对第i只股票t+1 时刻收益率的预测值为$\\hat{r}^{n}_{i}[t+1]$ ,则投资公司对第i只股票t+1时刻的预测值可形式化地表示为：\n",
    "$$\\hat{r}_{i}=Aggregate(\\hat{r}^{1}_{i}[t+1],\\dots,\\hat{r}^{n}_{i}[t+1],\\dots,\\hat{r}^{N}_{i}[t+1]) \\tag{Eq.2}$$\n",
    "\n",
    "其中𝐴𝑔𝑔𝑟𝑒𝑔𝑎𝑡𝑒可通过计算\n",
    "1. N 个交易员预测的平均值，\n",
    "2. 一段时间内预测准 确率前 50%的交易员的预测平均值\n",
    "3. 通过神经网络等对交易员预测值进行训练等。\n",
    "\n",
    "交易员过去一段时间的历史业绩通过以下方式计算：\n",
    "$$C_{i}[t]=\\sum^{t}_{u=0}sign(\\hat{r}_{i}[u+1]*r_{i}[u+1]) \\tag{Eq.3}$$\n",
    "\n",
    "其中$C_{i}[t]$为交易员t时间段内的累积业绩，$\\hat{r}_{i}[u+1]$为u+1时刻的预测收益率，sign()为符号函数，$\\hat{r}_{i}[u+1]$为u+1时刻的实际收益率。当交易员预测 t+1时刻收益率为正时， 以 t 时刻收盘价买入，并在 t+1时刻收盘价卖出；当交易员预测 t+1时刻收益率为负时， 以 t时刻收盘价卖出，并在 t+1时刻收盘价买回。交易员方向预测准确时获得正收益，方 向预测错误时获得负收益，其获取的收益大小仅取决于市场涨跌幅，与预测值本身大小 无关。\n",
    "投资公司定期对交易员一段时间内的预测准确率进行复盘跟踪，对排名靠后的交易员进行“教育”（即使用最小二乘法优化表达式Eq.1中的权重）。 如交易员被“教育”后仍然表现不佳，则将其淘汰，并基于表现较好的交易员产生新的交易员：以过去一段时间业绩较好的交易员拟合高斯混合分布，并从中抽样产生新晋交易员的参数。对上述过程进行重复迭代即完整的“交易员-投资公司”交易策略模型。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一些关键性结论\n",
    "\n",
    ">First, the pruning step seems quite important (cf. TC w/o prune). Regarding the scores for the pruning, using the MSE instead of the cumulative returns dete-riorates the performance (cf. TC MSE). Second, we can see that introducing the education step also improves the overall performance (cf. TC w/o educate). Otherwise Companies may discard Traders that have possibly good formulae. Lastly, using multimodal distribution in the generation step (Algorithm 3) is quite important.If we instead use a unimodal distribution (cf. TC unimodal), the performance is substantially deteriorated. A possible reason is that a unimodal distribution concentrates around the means of discrete indices, which does not make sense."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 复现测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基础参数\n",
    "activation_funcs: List[Callable] = [identity, ReLU, sign, tanh]\n",
    "binary_operators: List[Callable] = [\n",
    "    operators_max,\n",
    "    operators_min,\n",
    "    operators_add,\n",
    "    operators_diff,\n",
    "    get_x,\n",
    "    get_y,\n",
    "    operators_multiple,\n",
    "    x_is_greater_than_y,\n",
    "]\n",
    "\n",
    "# 读取储存数据\n",
    "price = pd.read_csv('Data\\data.csv',index_col=[0],parse_dates=[0])\n",
    "\n",
    "def plot_cum_returns(returns:pd.DataFrame,ax=None,title:str=''):\n",
    "      \n",
    "      if ax is None:\n",
    "            fig,ax = plt.subplots(figsize=(18,6))\n",
    "      \n",
    "      cum_returns:pd.DataFrame = ep.cum_returns(returns)\n",
    "      cum_returns.plot(color=['darkgray','red'],ax=ax,title=title)\n",
    "            \n",
    "      return ax\n",
    "\n",
    "def get_backtesting(params: Dict, data: pd.DataFrame, target_name: str,without_target:bool=False) -> pd.DataFrame:\n",
    "\n",
    "      codes: List = data.columns.tolist()\n",
    "      if without_target:\n",
    "            test_col:List = codes\n",
    "      else:\n",
    "            test_col: List = [i for i in codes if i != target_name]\n",
    "\n",
    "      train_data: np.ndarray = data[test_col]\n",
    "      target: np.ndarray = data[target_name]\n",
    "\n",
    "      company = Company(**params)\n",
    "\n",
    "      company.fit(train_data.values, target.values)\n",
    "\n",
    "      time_window: int = params['time_window']-1\n",
    "      benchmark: pd.Series = target.iloc[time_window:]\n",
    "\n",
    "      sign: np.ndarray = np.where(company.aggregate > 0, 1, 0)\n",
    "      returns: pd.Series = benchmark.shift(-1) * sign\n",
    "      df: pd.DataFrame = pd.concat((benchmark, returns), axis=1)\n",
    "      df.columns = ['benchmark', target_name]\n",
    "\n",
    "      return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BayesianGaussianMixture生成迭代参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1681f7bb7e3b4e808dccbd8495b45a3e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "TC模型:   0%|          | 0/2858 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'BayesianGaussianMixture_ACC_Q'}>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "codes: List = price.columns.tolist()\n",
    "target_name = '000300.SH'\n",
    "params = {'trader_num': 100, \n",
    "            'A': activation_funcs,\n",
    "            'O':binary_operators, \n",
    "            'stock_num': len(codes) - 1, \n",
    "            'M': 10,\n",
    "            'max_lag': 9, \n",
    "            'l': 1,\n",
    "            'time_window':100, \n",
    "            'Q': 0.5, \n",
    "            'generate_method': 'BayesianGaussianMixture',\n",
    "            'evaluation_method':'ACC',\n",
    "            'aggregate_method':'Q', \n",
    "            'seed':None}\n",
    "\n",
    "# 5m-28.7\n",
    "ret1:pd.DataFrame = get_backtesting(params,price,target_name,True)\n",
    "plot_cum_returns(ret1,title='BayesianGaussianMixture_ACC_Q')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GaussianMixture生成迭代参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0af1402bf6774f4abf61deae7e1bdb06",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "TC模型:   0%|          | 0/2858 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GaussianMixture_ACC_Q'}>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "codes: List = price.columns.tolist()\n",
    "\n",
    "params = {'trader_num': 100, \n",
    "            'A': activation_funcs,\n",
    "            'O':binary_operators, \n",
    "            'stock_num': len(codes) - 1, \n",
    "            'M': 10,\n",
    "            'max_lag': 9, \n",
    "            'l': 1,\n",
    "            'time_window':100, \n",
    "            'Q': 0.5, \n",
    "            'generate_method': 'GaussianMixture',\n",
    "            'evaluation_method':'ACC',\n",
    "            'aggregate_method':'Q', \n",
    "            'seed':None}\n",
    "\n",
    "ret2:pd.DataFrame = get_backtesting(params,price,target_name,True)\n",
    "plot_cum_returns(ret2,title='GaussianMixture_ACC_Q')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gaussian分布生成迭代参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ead1931479bb4a9396bac8088ee64d93",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "TC模型:   0%|          | 0/2858 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Gaussian_ACC_Q'}>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "codes: List = price.columns.tolist()\n",
    "\n",
    "params = {'trader_num': 100, \n",
    "            'A': activation_funcs,\n",
    "            'O':binary_operators, \n",
    "            'stock_num': len(codes) - 1, \n",
    "            'M': 10,\n",
    "            'max_lag': 9, \n",
    "            'l': 1,\n",
    "            'time_window':100, \n",
    "            'Q': 0.5, \n",
    "            'generate_method': 'Gaussian',\n",
    "            'evaluation_method':'ACC',\n",
    "            'aggregate_method':'Q', \n",
    "            'seed':None}\n",
    "\n",
    "ret3:pd.DataFrame = get_backtesting(params,price,target_name,True)\n",
    "plot_cum_returns(ret3,title='Gaussian_ACC_Q')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "49cb93f377a7abe7414b7b0f21fb3017538004a126cf690fb524202736b7fb92"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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